{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The Nadaraya-Watson Model\n",
    "## Kernel Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from numpy.random import seed, uniform, randn\n",
    "from scipy.stats import norm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%config InlineBackend.figure_format=\"retina\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 277,
       "width": 697
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "seed(2178)\n",
    "nobs = 4\n",
    "sigma=0.08\n",
    "ntest = 100\n",
    "x = np.linspace(0, 1, ntest)\n",
    "X = np.linspace(0, 1, nobs) + uniform(size=nobs) * 0.4\n",
    "\n",
    "fig, ax = plt.subplots(1, 2, figsize=(12, 4))\n",
    "pdf_vals = norm.pdf(x - X[:, np.newaxis], loc=0, scale=sigma).T\n",
    "pdf_vals_norm = pdf_vals / pdf_vals.sum(axis=1, keepdims=True)\n",
    "\n",
    "plt.suptitle(\"Kernel values\", fontsize=15)\n",
    "ax[0].set_title(\"Basis functions\")\n",
    "ax[1].set_title(\"Kernel (normalized)\")\n",
    "ax[0].plot(pdf_vals)\n",
    "ax[1].plot(pdf_vals_norm);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "def kernel_reg_o2(x, X, t, sigma):\n",
    "    \"\"\"\n",
    "    Obtain the first and second order statistics for \n",
    "    a kernel regression\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    x: np.array of shape(n, 1)\n",
    "        Values to evaluate the regression\n",
    "    X: np.array of shape (m, 1)\n",
    "        The observed input values\n",
    "    t: np.array of shape(m, 1)\n",
    "        The observed target values of the regression\n",
    "    sigma: float\n",
    "        The std for each kernel evaluation\n",
    "        \n",
    "    Returns\n",
    "    -------\n",
    "    tuple(np.array(n,), np.array(n)) containing the conditional\n",
    "    expectation E[t|x] and conditional variance[t|x]\n",
    "    \"\"\"\n",
    "    pdf_vals = norm.pdf(x - X[:, np.newaxis], loc=0, scale=sigma).T\n",
    "    pdf_vals = pdf_vals / pdf_vals.sum(axis=1, keepdims=True)\n",
    "\n",
    "    # Conditional Expectation  E[t|x]\n",
    "    Et = (pdf_vals * t[np.newaxis, :]).sum(axis=1)\n",
    "    # Conditional Variance V[t|x]\n",
    "    Vt = sigma ** 2 + (pdf_vals * t[np.newaxis, : ] ** 2).sum(axis=1) - Et ** 2\n",
    "    return Et, Vt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1a24fecd10>"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 380
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "seed(1643)\n",
    "nobs = 10\n",
    "X = np.linspace(0, 1, nobs) + uniform(size=nobs) * 0.1\n",
    "t = np.sin(2 * np.pi * X) + randn(nobs) * 0.4\n",
    "\n",
    "plt.scatter(X, t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'Isotropic Kernel Regression')"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 864x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 523,
       "width": 723
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sigma=0.09\n",
    "ntest = 100\n",
    "x = np.linspace(0, 1, ntest)\n",
    "\n",
    "sigmas = [0.01, 0.03, 0.05, 0.1] \n",
    "fig, ax = plt.subplots(2, 2, figsize=(12, 8))\n",
    "for sigma, axi in zip(sigmas, ax.ravel()):\n",
    "    Et, Vt = kernel_reg_o2(x, X, t, sigma)\n",
    "    axi.scatter(X, t)\n",
    "    axi.plot(x, Et, color=\"tab:red\")\n",
    "    axi.fill_between(x, Et - 2 * Vt, Et + 2 * Vt, alpha=0.2, color=\"tab:red\")\n",
    "    axi.plot(x, np.sin(x * 2 * np.pi), c=\"tab:gray\")\n",
    "    axi.grid(alpha=0.4)\n",
    "    axi.set_title(\"KernelReg \" r\"$\\sigma=$ \" f\"{sigma}\")\n",
    "    axi.set_xlim(0, 1);\n",
    "plt.suptitle(\"Isotropic Kernel Regression\", fontsize=15)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
